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Barycentric Evaluation in Poly Ops #1070

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96 changes: 93 additions & 3 deletions crates/prover/src/core/backend/cpu/circle.rs
Original file line number Diff line number Diff line change
@@ -1,16 +1,22 @@
use num_traits::Zero;
use itertools::Itertools;
use num_traits::{One, Zero};

use super::CpuBackend;
use crate::core::backend::cpu::bit_reverse;
use crate::core::circle::{CirclePoint, Coset};
use crate::core::backend::Col;
use crate::core::circle::{CirclePoint, CirclePointIndex, Coset};
use crate::core::constraints::{coset_vanishing, coset_vanishing_derivative, point_vanishing};
use crate::core::fft::{butterfly, ibutterfly};
use crate::core::fields::m31::BaseField;
use crate::core::fields::qm31::SecureField;
use crate::core::fields::{batch_inverse_in_place, ExtensionOf};
use crate::core::poly::circle::{CircleDomain, CircleEvaluation, CirclePoly, PolyOps};
use crate::core::poly::circle::{
CanonicCoset, CircleDomain, CircleEvaluation, CirclePoly, PolyOps,
};
use crate::core::poly::twiddles::TwiddleTree;
use crate::core::poly::utils::{domain_line_twiddles_from_tree, fold};
use crate::core::poly::BitReversedOrder;
use crate::core::utils::bit_reverse_index;

impl PolyOps for CpuBackend {
type Twiddles = Vec<BaseField>;
Expand Down Expand Up @@ -86,6 +92,90 @@ impl PolyOps for CpuBackend {
fold(&poly.coeffs, &mappings)
}

fn weights(log_size: u32, sample_point: CirclePoint<SecureField>) -> Col<Self, SecureField> {
// TODO(Gali): Change weights order to bit-reverse order.

let domain = CanonicCoset::new(log_size).circle_domain();

// If p is in the domain at position i, then w_j = δ_ij
for i in 0..domain.size() {
if domain.at(i).into_ef() == sample_point {
let mut weights = vec![SecureField::zero(); domain.size()];
weights[i] = SecureField::one();
return weights;
}
}

// S_i(i) is invariant under G_(n−1) and alternate under J, so we can calculate only 2
// values
let p_0 = domain.at(0).into_ef::<SecureField>();
let weights_first_half = SecureField::one()
/ (-(p_0.y + p_0.y)
* coset_vanishing_derivative(
Coset::new(CirclePointIndex::generator(), domain.log_size()),
p_0,
));
let p_0_inverse = domain.at(domain.half_coset.size()).into_ef::<SecureField>();
let weights_second_half = SecureField::one()
/ (-(p_0_inverse.y + p_0_inverse.y)
* coset_vanishing_derivative(
Coset::new(CirclePointIndex::generator(), domain.log_size()),
p_0_inverse,
));

// TODO(Gali): Optimize to a batched point_vanishing()
let domain_points_vanishing_evaluated_at_point = (0..domain.size())
.map(|i| {
point_vanishing(
domain.at(i).into_ef::<SecureField>(),
sample_point.into_ef::<SecureField>(),
)
})
.collect_vec();
let mut inversed_domain_points_vanishing_evaluated_at_point =
vec![unsafe { std::mem::zeroed() }; domain.size()];

batch_inverse_in_place(
&domain_points_vanishing_evaluated_at_point,
&mut inversed_domain_points_vanishing_evaluated_at_point,
);

let coset_vanishing_evaluated_at_point: SecureField = coset_vanishing(
CanonicCoset::new(domain.log_size()).coset,
sample_point.into_ef::<SecureField>(),
);

(0..domain.size())
.map(|i| {
if i < domain.half_coset.size() {
weights_first_half
* inversed_domain_points_vanishing_evaluated_at_point[i]
* coset_vanishing_evaluated_at_point
} else {
weights_second_half
* inversed_domain_points_vanishing_evaluated_at_point[i]
* coset_vanishing_evaluated_at_point
}
})
.collect_vec()
}

fn barycentric_eval_at_point(
evals: &CircleEvaluation<Self, BaseField, BitReversedOrder>,
point: CirclePoint<SecureField>,
weights: &Col<Self, SecureField>,
) -> SecureField {
for i in 0..evals.domain.size() {
if point == evals.domain.at(i).into_ef() {
return evals.values[bit_reverse_index(i, evals.domain.log_size())].into();
}
}

(0..evals.domain.size()).fold(SecureField::zero(), |acc, i| {
acc + (evals.values[bit_reverse_index(i, evals.domain.log_size())] * weights[i])
})
}

fn extend(poly: &CirclePoly<Self>, log_size: u32) -> CirclePoly<Self> {
assert!(log_size >= poly.log_size());
let mut coeffs = Vec::with_capacity(1 << log_size);
Expand Down
124 changes: 122 additions & 2 deletions crates/prover/src/core/backend/simd/circle.rs
Original file line number Diff line number Diff line change
Expand Up @@ -3,6 +3,8 @@ use std::mem::transmute;
use std::simd::Simd;

use bytemuck::Zeroable;
use itertools::Itertools;
use num_traits::{One, Zero};
#[cfg(feature = "parallel")]
use rayon::prelude::*;

Expand All @@ -14,10 +16,11 @@ use crate::core::backend::cpu::circle::slow_precompute_twiddles;
use crate::core::backend::simd::column::BaseColumn;
use crate::core::backend::simd::m31::PackedM31;
use crate::core::backend::{Col, Column, CpuBackend};
use crate::core::circle::{CirclePoint, Coset, M31_CIRCLE_LOG_ORDER};
use crate::core::circle::{CirclePoint, CirclePointIndex, Coset, M31_CIRCLE_LOG_ORDER};
use crate::core::constraints::{coset_vanishing, coset_vanishing_derivative, point_vanishing};
use crate::core::fields::m31::BaseField;
use crate::core::fields::qm31::SecureField;
use crate::core::fields::{Field, FieldExpOps};
use crate::core::fields::{batch_inverse_in_place, Field, FieldExpOps};
use crate::core::poly::circle::{
CanonicCoset, CircleDomain, CircleEvaluation, CirclePoly, PolyOps,
};
Expand Down Expand Up @@ -221,6 +224,123 @@ impl PolyOps for SimdBackend {
(sum * twiddle_lows).pointwise_sum()
}

fn weights(log_size: u32, sample_point: CirclePoint<SecureField>) -> Col<Self, SecureField> {
// TODO(Gali): Change weights order to bit-reverse order.

let domain = CanonicCoset::new(log_size).circle_domain();
let weights_vec_len = domain.size().div_ceil(N_LANES);

// If p is in the domain at position i, then w_j = δ_ij
for i in 0..domain.size() {
if domain.at(i).into_ef() == sample_point {
let mut weights = Col::<Self, SecureField>::zeros(domain.size());
weights.set(i, SecureField::one());
return weights;
}
}

// S_i(i) is invariant under G_(n−1) and alternate under J, so we can calculate only 2
// values
let p_0 = domain.at(0).into_ef::<SecureField>();
let weights_first_half = SecureField::one()
/ (-(p_0.y + p_0.y)
* coset_vanishing_derivative(
Coset::new(CirclePointIndex::generator(), domain.log_size()),
p_0,
));
let p_0_inverse = domain.at(domain.half_coset.size()).into_ef::<SecureField>();
let weights_second_half = SecureField::one()
/ (-(p_0_inverse.y + p_0_inverse.y)
* coset_vanishing_derivative(
Coset::new(CirclePointIndex::generator(), domain.log_size()),
p_0_inverse,
));

// TODO(Gali): Optimize to a batched point_vanishing()
let domain_points_vanishing_evaluated_at_point = (0..weights_vec_len)
.map(|i| {
PackedSecureField::from_array(std::array::from_fn(|j| {
if domain.size() <= i * N_LANES + j {
SecureField::one()
} else {
point_vanishing(
domain.at(i * N_LANES + j).into_ef::<SecureField>(),
sample_point.into_ef::<SecureField>(),
)
}
}))
})
.collect_vec();
let mut inversed_domain_points_vanishing_evaluated_at_point =
vec![unsafe { std::mem::zeroed() }; weights_vec_len];

batch_inverse_in_place(
&domain_points_vanishing_evaluated_at_point,
&mut inversed_domain_points_vanishing_evaluated_at_point,
);

let coset_vanishing_evaluated_at_point: SecureField = coset_vanishing(
CanonicCoset::new(domain.log_size()).coset,
sample_point.into_ef::<SecureField>(),
);

if weights_vec_len == 1 {
return (0..N_LANES)
.map(|i| {
let inversed_domain_points_vanishing_evaluated_at_point =
inversed_domain_points_vanishing_evaluated_at_point[0].to_array();
if i < domain.size() / 2 {
inversed_domain_points_vanishing_evaluated_at_point[i]
* (weights_first_half * coset_vanishing_evaluated_at_point)
} else {
inversed_domain_points_vanishing_evaluated_at_point[i]
* (weights_second_half * coset_vanishing_evaluated_at_point)
}
})
.collect();
}

let weights: Col<Self, SecureField> = (0..weights_vec_len)
.map(|i| {
if i < weights_vec_len / 2 {
inversed_domain_points_vanishing_evaluated_at_point[i]
* (weights_first_half * coset_vanishing_evaluated_at_point)
} else {
inversed_domain_points_vanishing_evaluated_at_point[i]
* (weights_second_half * coset_vanishing_evaluated_at_point)
}
})
.collect();

weights
}

fn barycentric_eval_at_point(
evals: &CircleEvaluation<Self, BaseField, BitReversedOrder>,
point: CirclePoint<SecureField>,
weights: &Col<Self, SecureField>,
) -> SecureField {
for i in 0..evals.domain.size() {
if point == evals.domain.at(i).into_ef() {
return evals
.values
.at(bit_reverse_index(i, evals.domain.log_size()))
.into();
}
}
let evals = evals.clone().bit_reverse();
if evals.domain.size() < N_LANES {
return (0..evals.domain.size()).fold(SecureField::zero(), |acc, i| {
acc + (weights.at(i) * evals.values.at(i))
});
}
(0..evals.domain.size().div_ceil(N_LANES))
.fold(PackedSecureField::zero(), |acc, i| {
acc + (weights.data[i] * evals.values.data[i])
})
.pointwise_sum()
}

fn extend(poly: &CirclePoly<Self>, log_size: u32) -> CirclePoly<Self> {
// TODO(shahars): Get rid of extends.
poly.evaluate(CanonicCoset::new(log_size).circle_domain())
Expand Down
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